I spent 10+ years making software reliable. Now I'm building AI agent harnesses and tools — understanding how autonomous agents reason, plan, and act by building them from scratch.
Mini Krill — A local-first AI agent that runs entirely on your machine. No API keys. No cloud accounts. No setup friction.
Chat from Telegram, terminal CLI, TUI dashboard, or Discord — with unified memory across all interfaces. Powered by Ollama for fully private inference, with optional ChatGPT and Claude support via official CLIs. Runs seamlessly on Windows, Linux, and macOS. Single binary. ~15MB. Lightweight and clean.
Inspired by Jarvis and OpenClaw.
- 52 Weeks of GenAI Testing — a public learning journey applying AI to quality engineering. Currently paused while I focus on agent harnesses — will resume in a new form, informed by what I learned building Mini Krill.
- Sourav AI Labs — writing about AI-native quality engineering, agent architecture, and lessons from building in public.


